{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据集特征: ['MedInc', 'HouseAge', 'AveRooms', 'AveBedrms', 'Population', 'AveOccup', 'Latitude', 'Longitude']\n",
      "数据集形状: (20640, 8)\n",
      "目标变量形状: (20640,)\n",
      "均方误差 (MSE): 0.5559\n",
      "决定系数 (R²): 0.5758\n",
      "\n",
      "模型系数:\n",
      "MedInc: 0.4487\n",
      "HouseAge: 0.0097\n",
      "AveRooms: -0.1233\n",
      "AveBedrms: 0.7831\n",
      "Population: -0.0000\n",
      "AveOccup: -0.0035\n",
      "Latitude: -0.4198\n",
      "Longitude: -0.4337\n",
      "截距: -37.0233\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np  # 导入NumPy库，用于数值计算\n",
    "import pandas as pd  # 导入Pandas库，用于数据处理和分析\n",
    "import matplotlib.pyplot as plt  # 导入Matplotlib的pyplot模块，用于绘图\n",
    "from sklearn.datasets import fetch_california_housing  # 从sklearn导入加州房价数据集\n",
    "from sklearn.model_selection import train_test_split  # 导入训练集和测试集划分工具\n",
    "from sklearn.linear_model import LinearRegression  # 导入线性回归模型\n",
    "from sklearn.metrics import mean_squared_error, r2_score  # 导入评估指标\n",
    "import matplotlib as mpl  # 导入Matplotlib库，用于自定义图表设置\n",
    "\n",
    "# 设置中文字体支持\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 使用黑体作为默认字体，以支持中文显示\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 解决负号显示问题\n",
    "\n",
    "# 加载加利福尼亚房价数据集\n",
    "housing = fetch_california_housing()  # 获取加州房价数据集\n",
    "X = housing.data  # 提取特征数据\n",
    "y = housing.target  # 提取目标变量（房价）\n",
    "\n",
    "# 查看数据集基本信息\n",
    "print(\"数据集特征:\", housing.feature_names)  # 打印特征名称\n",
    "print(\"数据集形状:\", X.shape)  # 打印特征数据的形状（样本数和特征数）\n",
    "print(\"目标变量形状:\", y.shape)  # 打印目标变量的形状（样本数）\n",
    "\n",
    "# 划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)  # 80%训练，20%测试，固定随机种子为42\n",
    "\n",
    "# 使用LinearRegression模型（正规方程）\n",
    "model = LinearRegression()  # 创建线性回归模型实例\n",
    "model.fit(X_train, y_train)  # 使用训练数据拟合模型\n",
    "\n",
    "# 预测\n",
    "y_pred = model.predict(X_test)  # 对测试集进行预测\n",
    "\n",
    "# 评估模型\n",
    "# 计算均方误差(MSE)：衡量预测值与实际值差异的平均平方，值越小表示模型预测越准确\n",
    "mse = mean_squared_error(y_test, y_pred)  # MSE = (1/n) * Σ(y_i - ŷ_i)²，其中y_i是实际值，ŷ_i是预测值，n是样本数量\n",
    "\n",
    "# 计算决定系数(R²)：衡量模型解释因变量变异性的比例，取值范围0-1\n",
    "# R² = 1 - (Σ(y_i - ŷ_i)² / Σ(y_i - ȳ)²)，其中y_i是实际值，ŷ_i是预测值，ȳ是实际值的平均值\n",
    "# R²越接近1表示模型越好，负值表示模型比简单均值模型更差\n",
    "r2 = r2_score(y_test, y_pred)  \n",
    "\n",
    "print(f\"均方误差 (MSE): {mse:.4f}\")  # 打印均方误差，保留4位小数\n",
    "print(f\"决定系数 (R²): {r2:.4f}\")  # 打印决定系数，保留4位小数\n",
    "\n",
    "# 查看模型系数\n",
    "print(\"\\n模型系数:\")  # 打印标题\n",
    "for feature, coef in zip(housing.feature_names, model.coef_):  # 遍历每个特征及其对应的系数\n",
    "    print(f\"{feature}: {coef:.4f}\")  # 打印特征名称和对应系数，保留4位小数\n",
    "print(f\"截距: {model.intercept_:.4f}\")  # 打印模型截距，保留4位小数\n",
    "\n",
    "# 可视化预测结果\n",
    "plt.figure(figsize=(10, 6))  # 创建一个10x6英寸的图形\n",
    "plt.scatter(y_test, y_pred, alpha=0.5)  # 绘制散点图，显示实际值vs预测值，透明度为0.5\n",
    "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')  # 添加一条红色虚线，表示完美预测\n",
    "plt.xlabel('实际值')  # 设置x轴标签\n",
    "plt.ylabel('预测值')  # 设置y轴标签\n",
    "plt.title('加利福尼亚房价预测 - 实际值 vs 预测值')  # 设置图表标题\n",
    "plt.grid(True)  # 显示网格线\n",
    "plt.show()  # 显示图表\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "标准化后的模型评估:\n",
      "均方误差 (MSE): 0.5559\n",
      "决定系数 (R²): 0.5758\n",
      "\n",
      "标准化后的模型系数:\n",
      "MedInc: 0.8544\n",
      "HouseAge: 0.1225\n",
      "AveRooms: -0.2944\n",
      "AveBedrms: 0.3393\n",
      "Population: -0.0023\n",
      "AveOccup: -0.0408\n",
      "Latitude: -0.8969\n",
      "Longitude: -0.8698\n",
      "截距: 2.0719\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "模型和标准化器已保存:\n",
      "- 模型保存路径: models/linear_regression_model.pkl\n",
      "- 标准化器保存路径: models/scaler.pkl\n",
      "\n",
      "加载模型和标准化器示例:\n",
      "loaded_model = joblib.load('models/linear_regression_model.pkl')\n",
      "loaded_scaler = joblib.load('models/scaler.pkl')\n",
      "X_new_scaled = loaded_scaler.transform(X_new)\n",
      "predictions = loaded_model.predict(X_new_scaled)\n"
     ]
    }
   ],
   "source": [
    "# 使用标准化处理特征数据\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# 解决中文显示问题\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "\n",
    "# 创建标准化处理器\n",
    "scaler = StandardScaler()\n",
    "\n",
    "# 对训练集特征进行标准化\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "\n",
    "# 对测试集特征进行标准化（使用训练集的均值和标准差）\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "# 使用标准化后的数据训练线性回归模型\n",
    "model_scaled = LinearRegression()\n",
    "model_scaled.fit(X_train_scaled, y_train)\n",
    "\n",
    "# 使用标准化后的测试数据进行预测\n",
    "y_pred_scaled = model_scaled.predict(X_test_scaled)\n",
    "\n",
    "# 评估标准化后的模型\n",
    "mse_scaled = mean_squared_error(y_test, y_pred_scaled)\n",
    "r2_scaled = r2_score(y_test, y_pred_scaled)\n",
    "\n",
    "print(\"\\n标准化后的模型评估:\")\n",
    "print(f\"均方误差 (MSE): {mse_scaled:.4f}\")\n",
    "print(f\"决定系数 (R²): {r2_scaled:.4f}\")\n",
    "\n",
    "# 查看标准化后的模型系数\n",
    "print(\"\\n标准化后的模型系数:\")\n",
    "for feature, coef in zip(housing.feature_names, model_scaled.coef_):\n",
    "    print(f\"{feature}: {coef:.4f}\")\n",
    "print(f\"截距: {model_scaled.intercept_:.4f}\")\n",
    "\n",
    "# 可视化标准化后的预测结果\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(y_test, y_pred_scaled, alpha=0.5)  # 绘制散点图，显示实际值vs预测值\n",
    "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')  # 添加一条红色虚线，表示完美预测\n",
    "plt.xlabel('实际值')\n",
    "plt.ylabel('预测值')\n",
    "plt.title('标准化后的加利福尼亚房价预测 - 实际值 vs 预测值')\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "# 保存模型和标准化器\n",
    "import joblib\n",
    "import os\n",
    "\n",
    "# 创建保存模型的目录（如果不存在）\n",
    "if not os.path.exists('models'):\n",
    "    os.makedirs('models')\n",
    "\n",
    "# 保存标准化后的线性回归模型\n",
    "joblib.dump(model_scaled, 'models/linear_regression_model.pkl')\n",
    "\n",
    "# 保存标准化器，以便在预测时使用相同的转换\n",
    "# 将标准化器(scaler)保存到文件中，以便在将来进行预测时使用相同的数据转换\n",
    "# 这确保了新数据会使用与训练数据相同的均值和标准差进行标准化\n",
    "# 'models/scaler.pkl'是保存的文件路径，.pkl是Python对象序列化的常用扩展名\n",
    "joblib.dump(scaler, 'models/scaler.pkl')\n",
    "\n",
    "print(\"\\n模型和标准化器已保存:\")\n",
    "print(\"- 模型保存路径: models/linear_regression_model.pkl\")\n",
    "print(\"- 标准化器保存路径: models/scaler.pkl\")\n",
    "\n",
    "# 演示如何加载模型和标准化器进行预测\n",
    "print(\"\\n加载模型和标准化器示例:\")\n",
    "print(\"loaded_model = joblib.load('models/linear_regression_model.pkl')\")\n",
    "print(\"loaded_scaler = joblib.load('models/scaler.pkl')\")\n",
    "print(\"X_new_scaled = loaded_scaler.transform(X_new)\")\n",
    "print(\"predictions = loaded_model.predict(X_new_scaled)\")\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "预测示例:\n",
      "实际值 vs 预测值:\n",
      "实际值: 0.4770, 预测值: 0.7191, 差异: -0.2421\n",
      "实际值: 0.4580, 预测值: 1.7640, 差异: -1.3060\n",
      "实际值: 5.0000, 预测值: 2.7097, 差异: 2.2904\n",
      "实际值: 2.1860, 预测值: 2.8389, 差异: -0.6529\n",
      "实际值: 2.7800, 预测值: 2.6047, 差异: 0.1753\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 演示如何加载和使用保存的模型进行预测\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 加载保存的模型和标准化器\n",
    "loaded_model = joblib.load('models/linear_regression_model.pkl')\n",
    "loaded_scaler = joblib.load('models/scaler.pkl')\n",
    "\n",
    "# 创建一些示例数据进行预测（这里我们使用测试集的一小部分作为示例）\n",
    "sample_data = X_test[:5]  # 使用测试集的前5个样本\n",
    "\n",
    "# 使用加载的标准化器对数据进行标准化\n",
    "sample_data_scaled = loaded_scaler.transform(sample_data)\n",
    "\n",
    "# 使用加载的模型进行预测\n",
    "sample_predictions = loaded_model.predict(sample_data_scaled)\n",
    "\n",
    "# 打印实际值与预测值的比较\n",
    "print(\"\\n预测示例:\")\n",
    "print(\"实际值 vs 预测值:\")\n",
    "for actual, pred in zip(y_test[:5], sample_predictions):\n",
    "    print(f\"实际值: {actual:.4f}, 预测值: {pred:.4f}, 差异: {actual - pred:.4f}\")\n",
    "\n",
    "# 可视化预测结果\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.scatter(range(len(sample_predictions)), y_test[:5], color='blue', label='实际值')\n",
    "plt.scatter(range(len(sample_predictions)), sample_predictions, color='red', label='预测值')\n",
    "plt.title('模型预测结果示例')\n",
    "plt.xlabel('样本索引')\n",
    "plt.ylabel('房价')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
